کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

A Novel UAV-enabled V2V Mobile Network: A Reinforcement Learning Approach

نویسندگان :

Hossein Mohammadi Firouzjaei¹ Javad Zeraatkar² Mehrdad Ardebilipour³

1- K.N.Toosi University of Technology 2- University of Birjand 3- K.N.Toosi University of Technology

کلمات کلیدی :

Mobile Networks،UAV،Reinforcement Learning،V2V Networks،Energy Harvesting

چکیده :

While using Unmanned Aerial Vehicles (UAVs) as flying Base Stations (FBSs) to improve the efficiency of mobile networks can be a promising approach, there are some challenges like the limited energy of the UAV. Applying Reinforcement Learning (RL) algorithms can be a practical solution to solve the energy problem. Furthermore, combining the UAV-aided mobile networks with RL algorithms can be a promising tendency to help other terrestrial vehicles to find the best route. A Vehicle-to-Vehicle (V2V) mobile network, which the UAV plays the role of a FBS and harvests energy from terrestrial users is investigated in this paper. Following that, the limited energy problem of the UAV that avoids it to complete its mission, is solved by using RL algorithms. The RL algorithm of this paper is formed by a modified Q-Learning algorithm. The effectiveness of the proposed scenario is indicated in the simulation results.

لیست مقالات

لیست مقالات بایگانی شده

Non-isolated Ultra-high Step-Up Quadratic Converter With Low Voltage Stress and Continuous Input Current

Maryam Hajilou - Baharak Akhlaghi - Hosein Farzanehfard

راهبرد بهینه خرده فروش در شبکه توزیع برق با در نظر گرفتن اثر پاسخ گویی بار

امیرحسین مدبری فر - حبیب رجبی مشهدی

Three-Leg AC/AC Converters :A Comprehensive Practical Overview

MohammadHadi Mokhtari - Seyed Mohsen Mortazavi - Mohammad Reza Zolghadri

ZYNQ Based Real-Time Data Logger with 256 kSPS Sampling using Ethernet Interface

Alireza Eteghad - Ataollah Panahgholi - Esmaeil Najafiaghdam

Non-Line-of-Sight imaging using raster scanning at NIR wavelength

Mohammad Roueinfar - Mahdi Salmanian

Diagnosis of Heart Diseases based on Processing Heart Sound using Machine Learning

Maryam Moulaverdi - Akbar Ranjbar

رمز نگاری داده های EEGبا کلید ترکیبی RSA-AESبرای بالا بردن امنیت و بهینه سازی مدت زمان رمزگذاری و رمز گشایی

حجت قیمت گر - پریسا قربانی

Total Transfer Capability Improvement Using High Temperature Low Sag Conductors

Seyed Sina Mousavi-Seyedi - Mohammad Reza Rezaei - Mohammad Reza Miveh

Multi-Agent Systems for Quadcopter under Nonlinear Dynamics and Actuator Modeling with MPC and LQR Controller

Navid Mohammadi - Saeed Khankalantary

مدل‌سازی نویز فاز در ساختار کاهنده نویز نوسان‌ساز مبتنی بر تداخل‌سنجی

سیدمحمدعلی صدرقاینی - علی بنائی

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2